repowise-dev/repowise

42.1

Adjusted Score

42.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

3.6K

Stars

Python

Language

498.5K

Lines of Code

2.8K

Files

13.3K

Pattern Hits

2026-07-14

Scan Date

0.03

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 9HIGH 86MEDIUM 2780LOW 10427

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 13302 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators2686 hits · 9783 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	1	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	3	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	172	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	pyproject.toml	212	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_procutils.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_commit_rows.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_commit_rows.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_commit_rows.py	131	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_commit_rows.py	133	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	373	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	375	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	750	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	752	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	772	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	774	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	804	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	806	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	885	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_git_indexer.py	887	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	580	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_git_indexer.py	582	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	111	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/pipeline/test_resume.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_language_capabilities.py	187	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_traverser.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/ingestion/test_traverser.py	14	# ---------------------------------------------------------------------------	COMMENT
2626 more matches not shown…

Hyper-Verbose Identifiers6092 hits · 6279 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_procutils.py	42	def test_pid_alive_dead_child() -> None:	CODE
LOW⚡	tests/unit/test_procutils.py	47	def test_pid_alive_rejects_garbage() -> None:	CODE
LOW⚡	tests/unit/test_procutils.py	58	def test_create_token_self_is_stable() -> None:	CODE
LOW⚡	tests/unit/test_procutils.py	65	def test_create_token_dead_pid_is_none_or_differs_from_live() -> None:	CODE
LOW	tests/unit/test_procutils.py	76	def test_create_token_distinguishes_processes() -> None:	CODE
LOW⚡	tests/unit/test_procutils.py	93	def test_parent_pid_of_child_is_us() -> None:	CODE
LOW⚡	tests/unit/test_procutils.py	102	def test_process_name_of_child_is_python() -> None:	CODE
LOW	tests/unit/test_procutils.py	113	def test_ancestor_chain_starts_at_parent() -> None:	CODE
LOW	tests/unit/test_procutils.py	124	def test_ancestor_chain_excludes_self_and_has_no_duplicates() -> None:	CODE
LOW⚡	tests/unit/test_git_commit_rows.py	50	def test_commit_sink_collects_full_footprint_including_non_indexable() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	85	def test_commit_sink_since_ts_drops_old_commits() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	111	def test_commit_sink_default_none_is_noop() -> None:	CODE
LOW⚡	tests/unit/test_git_commit_rows.py	136	def test_build_commit_rows_features_and_ordering() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	175	def test_build_commit_rows_author_experience_is_cumulative() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	223	def test_build_commit_rows_truncates_subject() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	238	def test_build_commit_rows_handles_empty_and_no_changes() -> None:	CODE
LOW	tests/unit/test_git_commit_rows.py	257	def test_build_commit_rows_committed_at_parsed() -> None:	CODE
LOW	tests/unit/test_platform_telemetry.py	56	def test_do_not_track_blocks_send(self, isolated, monkeypatch: pytest.MonkeyPatch):	CODE
LOW	tests/unit/test_platform_telemetry.py	62	def test_stored_disable_blocks_send(self, isolated, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	tests/unit/test_platform_telemetry.py	85	def test_no_patch_version_leak(self, isolated, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	tests/unit/test_platform_telemetry.py	92	def test_missing_platform_json_sends_null_anon(self, isolated, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	tests/unit/test_platform_telemetry.py	101	def test_debug_prints_does_not_send(	CODE
LOW	tests/unit/test_git_commit_index.py	44	def test_load_commit_index_buckets_per_file() -> None:	CODE
LOW	tests/unit/test_git_commit_index.py	79	def test_load_commit_index_drops_non_indexable_files() -> None:	CODE
LOW	tests/unit/test_git_commit_index.py	102	def test_load_commit_index_captures_multiline_body() -> None:	CODE
LOW	tests/unit/test_git_commit_index.py	134	def test_log_format_arg_has_no_real_null_byte() -> None:	CODE
LOW	tests/unit/test_git_commit_index.py	152	def test_load_commit_index_returns_empty_on_failure() -> None:	CODE
LOW	tests/unit/test_git_commit_index.py	159	def test_load_commit_index_handles_renames() -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	201	def test_hotspot_classification(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	274	def test_single_drive_by_commit_is_not_a_hotspot(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	284	def test_repeated_trivial_commits_are_not_a_hotspot(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	293	def test_real_activity_is_a_hotspot(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	301	def test_high_commit_volume_escape_hatch(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	363	def test_window_anchors_to_most_recent_author(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	381	def test_stable_classification(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	759	async def test_git_unavailable_graceful(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	780	def test_co_change_below_threshold_skipped(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	813	def test_change_entropy_focused_vs_scattered(self) -> None:	CODE
LOW⚡	tests/unit/test_git_indexer.py	893	def test_blame_ownership_computed(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	58	def test_significant_commit_filter(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	328	def test_counts_distinct_recent_authors(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	346	def test_unknown_when_no_timestamps(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	404	def test_top_authors_carry_per_author_timestamps(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	444	def _mock_repo_with_old_commits(self) -> tuple[MagicMock, datetime]:	CODE
LOW	tests/unit/test_git_indexer.py	458	def test_default_uses_wall_clock(self, monkeypatch) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	466	def test_anchor_to_head_commit(self, monkeypatch) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	479	def test_include_patterns_match(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	489	def test_exclude_overrides_include(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	534	def test_counts_and_attributes_fixes(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	552	def test_ignores_non_indexable_paths(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	615	def test_only_target_file_counted(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	646	def test_binary_file_stats_ignored(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	673	def test_empty_output_returns_defaults(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	684	def test_malformed_header_skipped(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	703	def test_merge_commit_detected(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	720	def test_rename_tracking_with_follow(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	855	def test_change_entropy_percentile_silent_when_all_zero(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	867	def test_change_entropy_percentile_ranks_nonzero(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	920	def test_get_tracked_files_respects_exclude_patterns(self) -> None:	CODE
LOW	tests/unit/test_git_indexer.py	931	def test_get_tracked_files_no_exclude_patterns(self) -> None:	CODE
6032 more matches not shown…

Unused Imports2690 hits · 2420 pts

Severity	File	Line	Context
LOW	tests/conftest.py	3	CODE
LOW	tests/unit/test_procutils.py	9	CODE
LOW	tests/unit/test_git_commit_rows.py	8	CODE
LOW	tests/unit/test_platform_telemetry.py	8	CODE
LOW	tests/unit/test_git_commit_index.py	3	CODE
LOW	tests/unit/test_git_indexer.py	3	CODE
LOW	tests/unit/test_csharp_dead_code_markers.py	9	CODE
LOW	tests/unit/test_function_blame_rollup.py	3	CODE
LOW	tests/unit/pipeline/test_coverage_ingestion.py	8	CODE
LOW	tests/unit/pipeline/test_phase_timing.py	3	CODE
LOW	tests/unit/pipeline/test_drop_transient_git_signals.py	11	CODE
LOW	tests/unit/pipeline/test_parallel_source_reads.py	8	CODE
LOW	tests/unit/pipeline/test_cancellation.py	9	CODE
LOW	tests/unit/pipeline/test_update_graph_convergence.py	15	CODE
LOW	tests/unit/pipeline/test_resume.py	9	CODE
LOW	…ts/unit/pipeline/test_entry_point_score_persistence.py	9	CODE
LOW	tests/unit/pipeline/test_modes.py	3	CODE
LOW	tests/unit/pipeline/test_checkpoint.py	7	CODE
LOW	tests/unit/pipeline/test_kg_refresh.py	9	CODE
LOW	tests/unit/pipeline/test_ingestion_parse_cache.py	9	CODE
LOW	tests/unit/upgrade/test_release.py	4	CODE
LOW	tests/unit/upgrade/test_bundled_changelog_sync.py	10	CODE
LOW	tests/unit/upgrade/test_changelog.py	3	CODE
LOW	tests/unit/upgrade/test_update_check_cache.py	3	CODE
LOW	tests/unit/upgrade/test_whats_new.py	3	CODE
LOW	tests/unit/upgrade/test_cli_executor.py	9	CODE
LOW	tests/unit/upgrade/test_manager.py	9	CODE
LOW	tests/unit/upgrade/test_parse_cache_decoupling.py	8	CODE
LOW	tests/unit/ingestion/test_rust_framework_edges.py	3	CODE
LOW	tests/unit/ingestion/test_language_capabilities.py	20	CODE
LOW	tests/unit/ingestion/test_jvm_type_refs.py	7	CODE
LOW	tests/unit/ingestion/test_jvm_type_refs.py	13	CODE
LOW	tests/unit/ingestion/test_rust_resolver.py	3	CODE
LOW	tests/unit/ingestion/test_rust_resolver.py	11	CODE
LOW	tests/unit/ingestion/test_rust_resolver.py	11	CODE
LOW	tests/unit/ingestion/test_rust_resolver.py	11	CODE
LOW	…sts/unit/ingestion/test_type_ref_defined_name_index.py	18	CODE
LOW	tests/unit/ingestion/test_resolver_merged_index.py	8	CODE
LOW	tests/unit/ingestion/test_shell_extractors.py	3	CODE
LOW	tests/unit/ingestion/test_traverser.py	3	CODE
LOW	tests/unit/ingestion/test_shell_resolver.py	9	CODE
LOW	tests/unit/ingestion/test_author_identity.py	9	CODE
LOW	tests/unit/ingestion/test_cpp_dynamic_hints.py	3	CODE
LOW	tests/unit/ingestion/test_swift_same_module.py	3	CODE
LOW	tests/unit/ingestion/test_jvm_calls.py	4	CODE
LOW	tests/unit/ingestion/test_jvm_calls.py	9	CODE
LOW	tests/unit/ingestion/test_typescript_resolver.py	3	CODE
LOW	tests/unit/ingestion/test_agent_provenance.py	9	CODE
LOW	tests/unit/ingestion/test_csharp_resolver.py	10	CODE
LOW	tests/unit/ingestion/test_rust_dynamic_hints.py	3	CODE
LOW	tests/unit/ingestion/test_typo3_framework_edges.py	3	CODE
LOW	tests/unit/ingestion/test_git_deep_commit_index.py	13	CODE
LOW	tests/unit/ingestion/test_git_rename_markers.py	3	CODE
LOW	tests/unit/ingestion/test_ts_reexport_dead_code.py	11	CODE
LOW	tests/unit/ingestion/test_cpp_header_pairs.py	3	CODE
LOW	tests/unit/ingestion/test_ts_framework_edges.py	3	CODE
LOW	tests/unit/ingestion/test_laravel_framework_edges.py	3	CODE
LOW	tests/unit/ingestion/test_c_type_use.py	17	CODE
LOW	tests/unit/ingestion/test_cpp_framework_edges.py	4	CODE
LOW	tests/unit/ingestion/test_dynamic_hints_per_language.py	3	CODE
2630 more matches not shown…

Excessive Try-Catch Wrapping779 hits · 786 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	31	except Exception:	CODE
LOW⚡	tests/unit/pipeline/test_cancellation.py	65	except Exception:	CODE
LOW	tests/unit/pipeline/test_update_graph_convergence.py	70	except Exception:	CODE
LOW	tests/unit/health/test_dataflow_langs.py	29	except Exception:	CODE
LOW	tests/unit/health/test_complexity_walker.py	47	except Exception:	CODE
LOW	tests/unit/health/test_ff_track_d_exceptions.py	31	except Exception:	CODE
LOW	tests/unit/health/test_ff_track_d_exceptions.py	35	except Exception:	CODE
MEDIUM	tests/unit/health/test_dataflow_facts.py	21	def _require_python() -> None:	CODE
LOW	tests/unit/health/test_dataflow_facts.py	24	except Exception:	CODE
LOW	tests/unit/health/test_perf_promotion.py	24	except Exception:	CODE
MEDIUM	tests/unit/health/test_perf_promotion.py	21	def _require_python() -> None:	CODE
LOW	tests/unit/health/test_error_handling.py	146	except Exception:	CODE
LOW	tests/unit/health/test_error_handling.py	150	except Exception:	CODE
LOW	tests/unit/health/test_ff_track_bch_complexity.py	31	except Exception: # pragma: no cover - depends on optional deps	CODE
LOW	tests/unit/health/test_refactoring_extract_method.py	53	except Exception:	STRING
MEDIUM	tests/unit/health/test_refactoring_extract_method.py	50	def _require_python() -> None:	CODE
MEDIUM	tests/unit/health/test_dataflow_cfg.py	25	def _require_python() -> None:	CODE
MEDIUM	tests/unit/health/test_dataflow_cfg.py	222	def f():	CODE
LOW	tests/unit/health/test_dataflow_cfg.py	28	except Exception:	CODE
LOW⚡	tests/unit/health/test_dataflow_cfg.py	404	except Exception:	STRING
LOW	tests/unit/health/test_perf_promotion_engine.py	20	except Exception:	CODE
MEDIUM	tests/unit/health/test_perf_promotion_engine.py	17	def _require_python() -> None:	CODE
MEDIUM	tests/unit/health/test_dataflow_reaching.py	24	def _require_python() -> None:	CODE
LOW	tests/unit/health/test_dataflow_reaching.py	27	except Exception:	CODE
LOW	tests/integration/test_health_perf_benchmark.py	70	except Exception:	CODE
LOW	tests/integration/test_health_perf_benchmark.py	110	except Exception:	CODE
LOW	tests/integration/test_cpp_dead_code.py	51	except Exception:	CODE
LOW	tests/integration/test_health_coverage_integration.py	32	except Exception:	CODE
LOW	tests/integration/test_jvm_dead_code.py	53	except Exception:	CODE
LOW	tests/integration/test_dead_code_integration.py	31	except Exception:	CODE
LOW	tests/integration/test_persistence.py	100	except Exception:	CODE
LOW	tests/integration/test_generation_pipeline.py	191	except Exception:	CODE
LOW	tests/integration/persistence/test_sql_job_store_pg.py	28	except Exception as exc: # pragma: no cover - skip when Docker missing	CODE
MEDIUM	tests/integration/persistence/test_sql_job_store_pg.py	24	def postgres_container():	CODE
LOW	tests/integration/persistence/test_graph_metrics_pg.py	32	except Exception as exc: # pragma: no cover - skip when Docker missing	CODE
MEDIUM	tests/integration/persistence/test_graph_metrics_pg.py	28	def postgres_container():	CODE
LOW	tests/integration/persistence/test_embed_batch_pg.py	33	except Exception as exc: # pragma: no cover - skip when Docker / image missing	CODE
MEDIUM	tests/integration/persistence/test_embed_batch_pg.py	29	def pgvector_container():	CODE
LOW	scripts/benchmark_large_repo.py	148	except Exception:	CODE
LOW	scripts/validate_quality.py	40	except Exception:	CODE
LOW	scripts/validate_quality.py	181	except Exception as exc:	CODE
LOW	scripts/benchmark_upgrade.py	55	except Exception:	CODE
LOW	scripts/benchmark_upgrade.py	136	except Exception:	CODE
LOW	scripts/kg_validate/run.py	163	except Exception as exc:	CODE
LOW	packages/core/src/repowise/core/fsutils.py	22	except Exception:	CODE
LOW	packages/core/src/repowise/core/procutils.py	258	except Exception:	CODE
LOW	packages/core/src/repowise/core/procutils.py	288	except Exception:	CODE
LOW	packages/core/src/repowise/core/procutils.py	306	except Exception:	CODE
LOW	packages/core/src/repowise/core/procutils.py	327	except Exception:	CODE
LOW	packages/core/src/repowise/core/procutils.py	354	except Exception:	CODE
LOW	packages/core/src/repowise/core/pipeline/checkpoint.py	163	except Exception as exc: # checkpointing must never break a run	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	128	except Exception as exc: # analysis is non-load-bearing for persistence	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	240	except Exception as exc: # materialization is non-load-bearing	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	250	except Exception as exc: # materialization is non-load-bearing	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	641	except Exception as _sec_err:	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	746	except Exception as _snap_err:	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	772	except Exception as _purge_err:	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	803	except Exception as _evo_err:	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	818	except Exception as _stale_err:	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	850	except Exception as _gov_err:	CODE
719 more matches not shown…

Deep Nesting396 hits · 364 pts

Severity	File	Line	Context
LOW	tests/unit/health/test_function_hotspot.py	14	CODE
LOW	tests/unit/health/test_refactoring_split_file.py	129	CODE
LOW	tests/unit/persistence/test_decision_supersession.py	30	CODE
LOW	tests/unit/generation/test_layer_pages.py	195	CODE
LOW	packages/core/src/repowise/core/update_lock.py	98	CODE
LOW	packages/core/src/repowise/core/fs_walk.py	237	CODE
LOW	packages/core/src/repowise/core/pipeline/checkpoint.py	143	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	144	CODE
LOW	packages/core/src/repowise/core/pipeline/persist.py	684	CODE
LOW	…ckages/core/src/repowise/core/pipeline/orchestrator.py	155	CODE
LOW	packages/core/src/repowise/core/pipeline/incremental.py	45	CODE
LOW	…es/core/src/repowise/core/pipeline/phases/ingestion.py	180	CODE
LOW	…es/core/src/repowise/core/pipeline/phases/ingestion.py	484	CODE
LOW	…ges/core/src/repowise/core/pipeline/phases/analysis.py	71	CODE
LOW	…ges/core/src/repowise/core/pipeline/phases/analysis.py	144	CODE
LOW	…ges/core/src/repowise/core/pipeline/phases/analysis.py	246	CODE
LOW	packages/core/src/repowise/core/upgrade/manager.py	124	CODE
LOW	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	153	CODE
LOW	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	245	CODE
LOW	…kages/core/src/repowise/core/ingestion/import_index.py	38	CODE
LOW	packages/core/src/repowise/core/ingestion/parser.py	349	CODE
LOW	packages/core/src/repowise/core/ingestion/parser.py	552	CODE
LOW	packages/core/src/repowise/core/ingestion/parser.py	595	CODE
LOW	…ges/core/src/repowise/core/ingestion/parser_helpers.py	26	CODE
LOW	…ges/core/src/repowise/core/ingestion/parser_helpers.py	217	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph_warmups.py	37	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph_warmups.py	102	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph_warmups.py	191	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph_warmups.py	263	CODE
LOW	…ages/core/src/repowise/core/ingestion/call_resolver.py	138	CODE
LOW	…ages/core/src/repowise/core/ingestion/call_resolver.py	560	CODE
LOW	packages/core/src/repowise/core/ingestion/traverser.py	600	CODE
LOW	packages/core/src/repowise/core/ingestion/traverser.py	667	CODE
LOW	packages/core/src/repowise/core/ingestion/traverser.py	686	CODE
LOW	…es/core/src/repowise/core/ingestion/change_detector.py	119	CODE
LOW	…es/core/src/repowise/core/ingestion/change_detector.py	260	CODE
LOW	…/repowise/core/ingestion/git_indexer/function_blame.py	124	CODE
LOW	…ore/src/repowise/core/ingestion/git_indexer/indexer.py	312	CODE
LOW	…epowise/core/ingestion/git_indexer/agent_provenance.py	366	CODE
LOW	…rc/repowise/core/ingestion/git_indexer/file_history.py	134	CODE
LOW	…rc/repowise/core/ingestion/git_indexer/file_history.py	220	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	156	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	271	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	423	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	459	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	659	CODE
LOW	…/src/repowise/core/ingestion/external_systems/bazel.py	80	CODE
LOW	…/src/repowise/core/ingestion/external_systems/bazel.py	120	CODE
LOW	…e/src/repowise/core/ingestion/external_systems/pypi.py	50	CODE
LOW	…/src/repowise/core/ingestion/external_systems/maven.py	80	CODE
LOW	…s/core/src/repowise/core/ingestion/graph/_resolvers.py	29	CODE
LOW	…s/core/src/repowise/core/ingestion/graph/_resolvers.py	186	CODE
LOW	…s/core/src/repowise/core/ingestion/graph/_resolvers.py	244	CODE
LOW	…s/core/src/repowise/core/ingestion/graph/_resolvers.py	311	CODE
LOW	…s/core/src/repowise/core/ingestion/graph/_resolvers.py	470	CODE
LOW	…src/repowise/core/ingestion/graph/_centrality_cache.py	107	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph/builder.py	251	CODE
LOW	…core/src/repowise/core/ingestion/graph/_betweenness.py	105	CODE
LOW	…rc/repowise/core/ingestion/lightweight_imports/lean.py	40	CODE
LOW	…repowise/core/ingestion/lightweight_imports/clojure.py	36	CODE
336 more matches not shown…

Cross-File Repetition52 hits · 260 pts

Severity	File	Snippet	Context
HIGH	tests/unit/ingestion/parser/conftest.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_csharp.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_misc.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_swift.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_python.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_kotlin.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_java.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_cpp.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_ruby.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_scala.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_php.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_go.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_typescript.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_luau.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/test_rust.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/ingestion/parser/_helpers.py	unit tests for the unified astparser. tests parse inline byte strings so no filesystem i/o is needed. covers python, typ	STRING
HIGH	tests/unit/server/mcp/conftest.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_search.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_why.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_risk.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_dead_code.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_config.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_context.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_overview.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/server/mcp/test_health.py	unit tests for repowise mcp server tools. tests all 9 mcp tools using an in-memory sqlite database with pre-populated te	STRING
HIGH	tests/unit/test_providers/test_openai_provider.py	unit tests for openrouterprovider. all tests mock the asyncopenai client — no real api calls are made.	STRING
HIGH	tests/unit/test_providers/test_kimi_provider.py	unit tests for openrouterprovider. all tests mock the asyncopenai client — no real api calls are made.	STRING
HIGH	tests/unit/test_providers/test_deepseek_provider.py	unit tests for openrouterprovider. all tests mock the asyncopenai client — no real api calls are made.	STRING
HIGH	tests/unit/test_providers/test_openrouter_provider.py	unit tests for openrouterprovider. all tests mock the asyncopenai client — no real api calls are made.	STRING
HIGH	…es/core/src/repowise/core/pipeline/phases/ingestion.py	pipeline analysis phase. extracted from the former monolithic ``orchestrator.py``; ``run_pipeline`` (in orchestrator.py)	STRING
HIGH	packages/core/src/repowise/core/pipeline/phases/git.py	pipeline analysis phase. extracted from the former monolithic ``orchestrator.py``; ``run_pipeline`` (in orchestrator.py)	STRING
HIGH	…s/core/src/repowise/core/pipeline/phases/generation.py	pipeline analysis phase. extracted from the former monolithic ``orchestrator.py``; ``run_pipeline`` (in orchestrator.py)	STRING
HIGH	…ges/core/src/repowise/core/pipeline/phases/analysis.py	pipeline analysis phase. extracted from the former monolithic ``orchestrator.py``; ``run_pipeline`` (in orchestrator.py)	STRING
HIGH	…kages/core/src/repowise/core/analysis/decision_gate.py	back-compat façade — moved to ``repowise.core.analysis.decisions.evolution``. import from the new path; this re-export k	STRING
HIGH	…core/src/repowise/core/analysis/decision_provenance.py	back-compat façade — moved to ``repowise.core.analysis.decisions.evolution``. import from the new path; this re-export k	STRING
HIGH	…/src/repowise/core/analysis/decision_semantic_match.py	back-compat façade — moved to ``repowise.core.analysis.decisions.evolution``. import from the new path; this re-export k	STRING
HIGH	…/core/src/repowise/core/analysis/decision_extractor.py	back-compat façade — moved to ``repowise.core.analysis.decisions.evolution``. import from the new path; this re-export k	STRING
HIGH	…/core/src/repowise/core/analysis/decision_evolution.py	back-compat façade — moved to ``repowise.core.analysis.decisions.evolution``. import from the new path; this re-export k	STRING
HIGH	…src/repowise/core/workspace/extractors/grpc/dialect.py	return the contracts found in ctx (may be empty).	STRING
HIGH	…src/repowise/core/workspace/extractors/http/dialect.py	return the contracts found in ctx (may be empty).	STRING
HIGH	…src/repowise/core/workspace/extractors/data/dialect.py	return the contracts found in ctx (may be empty).	STRING
HIGH	packages/core/src/repowise/core/distill/missed_mcp.py	only shell tool_use lines and result lines are worth parsing.	STRING
HIGH	packages/core/src/repowise/core/distill/corrections.py	only shell tool_use lines and result lines are worth parsing.	STRING
HIGH	packages/core/src/repowise/core/distill/missed.py	only shell tool_use lines and result lines are worth parsing.	STRING
HIGH	packages/core/src/repowise/core/persistence/crud/git.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…src/repowise/core/persistence/crud/external_systems.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…/src/repowise/core/persistence/crud/knowledge_graph.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…s/core/src/repowise/core/persistence/crud/decisions.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…kages/core/src/repowise/core/persistence/crud/graph.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…ckages/core/src/repowise/core/persistence/crud/chat.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…kages/core/src/repowise/core/persistence/crud/pages.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING
HIGH	…/core/src/repowise/core/persistence/crud/repository.py	crud operations for the repository domain (repowise persistence layer). split out of the former monolithic ``crud.py``;	STRING

Modern Structural Boilerplate187 hits · 191 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/server/mcp/test_mcp_exclude_filter.py	155	def _set_excluded(monkeypatch, tmp_path, pattern: str) -> None:	CODE
LOW⚡	tests/unit/cli/test_workspace_cmd.py	463	def _setup(self, root: Path) -> None:	CODE
LOW	tests/unit/persistence/conftest.py	58	__all__ = ["insert_repo", "make_page_kwargs", "make_repo_kwargs"]	CODE
LOW	packages/core/src/repowise/core/cancellation.py	63	def set_active_token(token: CancellationToken \| None) -> None:	CODE
LOW	packages/core/src/repowise/core/fs_walk.py	44	__all__ = ["PRUNED_DIRS", "PRUNED_DIRS_DERIVED", "WalkSnapshot", "iter_glob", "walk_repo"]	CODE
LOW	packages/core/src/repowise/core/pipeline/checkpoint.py	38	__all__ = [	CODE
LOW	packages/core/src/repowise/core/pipeline/__init__.py	28	__all__ = [	CODE
LOW	packages/core/src/repowise/core/pipeline/modes.py	20	__all__ = ["OrchestratorMode"]	CODE
LOW	…es/core/src/repowise/core/pipeline/resume/rehydrate.py	28	__all__ = [	CODE
LOW	…ges/core/src/repowise/core/pipeline/resume/__init__.py	23	__all__ = [	CODE
LOW	packages/core/src/repowise/core/upgrade/release.py	172	__all__ = [	CODE
LOW	packages/core/src/repowise/core/upgrade/version.py	49	__all__ = [	CODE
LOW	packages/core/src/repowise/core/upgrade/registry.py	68	__all__ = ["MIGRATIONS", "Migration", "migrations_between"]	CODE
LOW	packages/core/src/repowise/core/upgrade/__init__.py	28	__all__ = [	CODE
LOW	packages/core/src/repowise/core/upgrade/changelog.py	144	__all__ = [	CODE
LOW	packages/core/src/repowise/core/upgrade/manager.py	175	__all__ = ["UpgradeContext", "apply_auto", "assess", "stamp"]	CODE
LOW	packages/core/src/repowise/core/upgrade/verdict.py	83	__all__ = [	CODE
LOW	…/core/src/repowise/core/ingestion/python_local_refs.py	49	__all__ = ["extract_python_local_refs"]	CODE
LOW	packages/core/src/repowise/core/ingestion/__init__.py	34	__all__ = [	CODE
LOW	…ckages/core/src/repowise/core/ingestion/parse_cache.py	47	__all__ = ["ParseCache", "parser_fingerprint"]	CODE
LOW	…e/src/repowise/core/ingestion/git_indexer/co_change.py	35	__all__ = ["compute_co_changes", "compute_co_changes_and_entropy"]	CODE
LOW	…core/src/repowise/core/ingestion/git_indexer/enrich.py	27	__all__ = [	CODE
LOW	…ore/src/repowise/core/ingestion/git_indexer/records.py	13	__all__ = [	CODE
LOW	…re/src/repowise/core/ingestion/git_indexer/__init__.py	54	__all__ = [	CODE
LOW	…/repowise/core/ingestion/git_indexer/function_blame.py	33	__all__ = [	CODE
LOW	…re/src/repowise/core/ingestion/git_indexer/backfill.py	32	__all__ = ["BACKFILL_BLAME_PHASE", "BACKFILL_PHASE", "backfill_blame", "backfill_full_tier"]	CODE
LOW	…c/repowise/core/ingestion/git_indexer/prior_defects.py	39	__all__ = ["compute_prior_defects"]	CODE
LOW	…ore/src/repowise/core/ingestion/git_indexer/indexer.py	40	__all__ = ["GitIndexer"]	CODE
LOW	…epowise/core/ingestion/git_indexer/agent_provenance.py	69	__all__ = [	CODE
LOW	…rc/repowise/core/ingestion/git_indexer/file_history.py	77	__all__ = ["index_file", "new_meta"]	CODE
LOW	…/core/src/repowise/core/ingestion/git_indexer/tiers.py	15	__all__ = ["GitIndexTier"]	CODE
LOW	…/src/repowise/core/ingestion/external_systems/cmake.py	778	__all__ = [	CODE
LOW	…c/repowise/core/ingestion/external_systems/__init__.py	24	__all__ = [	CODE
LOW⚡	…/src/repowise/core/ingestion/external_systems/bazel.py	316	__all__ = [	CODE
LOW	…kages/core/src/repowise/core/ingestion/graph/_edges.py	69	def update_co_change_edges(self, updated_meta: dict, min_count: int = 3) -> None:	CODE
LOW	…src/repowise/core/ingestion/graph/_centrality_cache.py	39	__all__ = ["CentralityCache", "subgraph_signature"]	CODE
LOW	…ges/core/src/repowise/core/ingestion/graph/__init__.py	41	__all__ = ["GraphBuilder", "_stem_priority", "build_stem_map"]	CODE
LOW	…ages/core/src/repowise/core/ingestion/graph/builder.py	121	def set_tsconfig_resolver(self, resolver: Any) -> None:	CODE
LOW	…epowise/core/ingestion/lightweight_imports/__init__.py	54	__all__ = [	CODE
LOW	…core/src/repowise/core/ingestion/languages/__init__.py	15	__all__ = ["REGISTRY", "LanguageSpec"]	CODE
LOW	…rc/repowise/core/ingestion/languages/specs/__init__.py	133	__all__ = ["ALL_SPECS"]	CODE
LOW	…rc/repowise/core/ingestion/framework_edges/__init__.py	106	__all__ = [	CODE
LOW	…src/repowise/core/ingestion/resolvers/kotlin_gradle.py	18	__all__ = [	CODE
LOW	…core/src/repowise/core/ingestion/resolvers/__init__.py	78	__all__ = [	CODE
LOW	…src/repowise/core/ingestion/resolvers/cpp_workspace.py	446	__all__ = [	CODE
LOW	…c/repowise/core/ingestion/resolvers/dotnet/__init__.py	20	__all__ = [	CODE
LOW	…/src/repowise/core/ingestion/dynamic_hints/__init__.py	6	__all__ = ["HintRegistry", "DynamicEdge", "DynamicHintExtractor"]	CODE
LOW	…ore/src/repowise/core/ingestion/dynamic_hints/_walk.py	26	__all__ = ["PRUNED_DIRS", "iter_glob"]	CODE
LOW	…ore/src/repowise/core/ingestion/extractors/__init__.py	10	__all__ = [	CODE
LOW	…epowise/core/ingestion/extractors/heritage/__init__.py	120	__all__ = ["HERITAGE_EXTRACTORS", "extract_heritage", "heritage_node_types_for"]	CODE
LOW	…epowise/core/ingestion/extractors/bindings/__init__.py	68	__all__ = [	CODE
LOW	packages/core/src/repowise/core/analysis/kg_curation.py	152	__all__ = [	CODE
LOW	packages/core/src/repowise/core/analysis/kg_curation.py	162	logger = logging.getLogger(__name__)	CODE
LOW	…/core/src/repowise/core/analysis/dead_code/__init__.py	37	__all__ = [	CODE
LOW	…ges/core/src/repowise/core/analysis/health/__init__.py	18	__all__ = [	CODE
LOW	…src/repowise/core/analysis/health/dataflow/__init__.py	68	__all__ = [	CODE
LOW	…ise/core/analysis/health/dataflow/dialects/__init__.py	47	__all__ = [	CODE
LOW	…c/repowise/core/analysis/health/biomarkers/__init__.py	8	__all__ = [	CODE
LOW	…src/repowise/core/analysis/health/complexity/walker.py	67	__all__ = [	CODE
LOW	…c/repowise/core/analysis/health/complexity/__init__.py	18	__all__ = [	CODE
127 more matches not shown…

Cross-Language Confusion30 hits · 182 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/ingestion/test_jvm_type_refs.py	225	"package com.foo\nclass Holder { val r: Repo? = null }\n",	CODE
HIGH⚡	tests/unit/ingestion/test_ts_reexport_dead_code.py	99	"pkg/src/comp/search-bar.tsx": "export function SearchBar() {\n return null;\n}\n",	CODE
HIGH	tests/unit/ingestion/test_ts_reexport_dead_code.py	116	"pkg/src/widget.tsx": "export function Widget() {\n return null;\n}\n",	CODE
HIGH	tests/unit/ingestion/test_ts_framework_edges.py	109	"export function getUserHandler() { return null; }\n"	CODE
HIGH⚡	tests/unit/health/test_dataflow_langs.py	1010	out.push(r);	CODE
HIGH	tests/unit/health/test_dataflow_langs.py	369	results.push(r);	CODE
HIGH	tests/unit/health/test_dataflow_langs.py	904	results.push(*r);	CODE
HIGH⚡	tests/unit/health/test_complexity_walker.py	126	if (req.query.active && req.user) {	CODE
HIGH⚡	tests/unit/health/test_ff_track_aefg_perf.py	220	b" acc.push(x);\n"	CODE
HIGH⚡	tests/unit/health/test_perf_dialects.py	512	push = "function f(xs){ return xs.reduce((acc, x) => { acc.push(x); return acc; }, []); }"	CODE
HIGH⚡	tests/unit/health/test_shell_complexity.py	26	assert _ccn("run \|\| exit 1") == 2	CODE
HIGH⚡	tests/unit/health/test_shell_complexity.py	29	assert _ccn("a && b \|\| c") == 3	CODE
HIGH⚡	tests/unit/health/test_shell_complexity.py	29	assert _ccn("a && b \|\| c") == 3	CODE
HIGH	tests/unit/health/test_dataflow_cfg.py	382	if (dead && hot) return "unified";	STRING
HIGH	tests/unit/health/test_perf_promotion_engine.py	163	out.push(r);	CODE
HIGH⚡	tests/unit/workspace/test_contracts.py	431	router.push("/home");	CODE
HIGH	tests/unit/distill/test_rewrite_hook.py	97	"pytest && echo done",	CODE
HIGH	tests/unit/distill/test_rewrite_hook.py	98	"pytest \|\| true",	CODE
HIGH⚡	tests/unit/distill/test_corrections.py	377	("cd /tmp && ls -la", "ls"),	CODE
HIGH	…e/analysis/health/biomarkers/array_spread_in_reduce.py	5	The fix is to mutate-and-return the accumulator (``a.push(x); return a``) or use	STRING
HIGH	packages/core/src/repowise/core/persistence/search.py	5	- PostgreSQL: GIN index on ``to_tsvector('english', title \|\| content)``.	STRING
HIGH	…src/repowise/server/mcp_server/tool_context/targets.py	517	sym = sym_matches[0] # type: ignore[possibly-undefined]	CODE
HIGH	…src/repowise/server/mcp_server/tool_context/targets.py	541	if len(sym_matches) > 1: # type: ignore[possibly-undefined]	CODE
HIGH	…src/repowise/server/mcp_server/tool_context/targets.py	545	for m in sym_matches[1:5] # type: ignore[possibly-undefined]	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	65	ROOT=$(git rev-parse --show-toplevel 2>/dev/null) \|\| exit 0	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	67	HEAD=$(git rev-parse HEAD 2>/dev/null) \|\| HEAD=""	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	68	TS=$(date +%s 2>/dev/null) \|\| TS=""	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	71	> "$ROOT/.repowise/.update.queued" 2>/dev/null \|\| true	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	76	"$(date 2>/dev/null)" "$HEAD"	CODE
HIGH⚡	packages/cli/src/repowise/cli/hooks.py	77	} >> "$LOG" 2>/dev/null \|\| true	CODE

Over-Commented Block150 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/dead_code/test_interfaces.py	161	# so the strongest assertion is "no spurious COM clamp masked the	COMMENT
LOW	docs/design/no-raw-hex-check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/kg_validate/kg_checks.py	21		COMMENT
LOW	scripts/kg_validate/kg_checks.py	41	SMALL_REPO_FILES = 10	COMMENT
LOW	packages/ui/scripts/no-raw-hex-check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/ui/scripts/ui-gates.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/ui/src/docs/docs-tree.tsx	341	deterministic.push(page);	COMMENT
LOW	packages/ui/src/docs/docs-tree.tsx	401	return best;	COMMENT
LOW	packages/ui/src/docs/reader-persona.ts	1	// Reader personas — a client-side lens that filters which sections of a	COMMENT
LOW	packages/core/src/repowise/core/rate_limiter.py	41		COMMENT
LOW	…es/core/src/repowise/core/pipeline/resume/rehydrate.py	61		COMMENT
LOW	…es/core/src/repowise/core/pipeline/phases/ingestion.py	61	# Process-pool worker (module-level — must be picklable)	COMMENT
LOW	…es/core/src/repowise/core/pipeline/phases/ingestion.py	401	logger.warning("dynamic_hints_failed", error=str(hints_exc))	COMMENT
LOW	packages/core/src/repowise/core/ingestion/parser.py	381	node_type = def_node.type	COMMENT
LOW	…ges/core/src/repowise/core/ingestion/parser_helpers.py	641	return text	COMMENT
LOW	packages/core/src/repowise/core/ingestion/traverser.py	101	"Builds",	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	61	_MIN_MESSAGE_LEN = 12	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	81	# Per-file persisted contributor / commit fan-out. Previously hard-coded	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	121	# meaningfully blowing up wall-clock time (single `git log` call).	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	161	),	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	321	# Co-change temporal decay: half-life ~125 days (lambda for exp(-t/tau)).	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	341	# threshold the health biomarkers already treat as hotspot-equivalent.	COMMENT
LOW	…/src/repowise/core/ingestion/git_indexer/_constants.py	361	# Files larger than this skip git blame. blame is O(lines) and blocks the	COMMENT
LOW	…ore/src/repowise/core/ingestion/git_indexer/records.py	21	"_parse_commit_record",	COMMENT
LOW	…ages/core/src/repowise/core/ingestion/graph/builder.py	401		COMMENT
LOW	…ages/core/src/repowise/core/ingestion/graph/builder.py	421	self._resolve_csharp_partials(ctx, progress=progress)	COMMENT
LOW	…ges/core/src/repowise/core/ingestion/languages/spec.py	41		COMMENT
LOW	…ges/core/src/repowise/core/ingestion/languages/spec.py	61	# entry_stems: the flag set is deliberately tighter than the tour's	COMMENT
LOW	…ges/core/src/repowise/core/ingestion/languages/spec.py	81	# it never faces the test suite in the tour.	COMMENT
LOW	…ges/core/src/repowise/core/ingestion/languages/spec.py	101	suite_anchor_stems: tuple[str, ...] = ()	COMMENT
LOW	…e/src/repowise/core/ingestion/framework_edges/typo3.py	21		COMMENT
LOW	…ges/core/src/repowise/core/ingestion/resolvers/luau.py	41	from .context import ResolverContext	COMMENT
LOW	…src/repowise/core/ingestion/resolvers/jvm_workspace.py	41	re.MULTILINE,	COMMENT
LOW	…owise/core/ingestion/resolvers/dotnet/namespace_map.py	21		COMMENT
LOW	…core/src/repowise/core/ingestion/dynamic_hints/xaml.py	101		COMMENT
LOW	…re/src/repowise/core/ingestion/dynamic_hints/dotnet.py	61		COMMENT
LOW	packages/core/src/repowise/core/analysis/kg_curation.py	61	# per-extension; fixture files hold test data, they never face the suite.	COMMENT
LOW	packages/core/src/repowise/core/analysis/kg_curation.py	441		COMMENT
LOW	…core/src/repowise/core/analysis/dead_code/constants.py	101	# gRPC generated artifacts.	COMMENT
LOW	…core/src/repowise/core/analysis/dead_code/constants.py	121	# `[DllImport]`-mediated calls, never via a `using` directive that	COMMENT
LOW	…core/src/repowise/core/analysis/dead_code/constants.py	501	"/fuzz/fuzz_targets//*.rs",	COMMENT
LOW	…core/src/repowise/core/analysis/dead_code/constants.py	541	"zz_generated.go",	COMMENT
LOW	…core/src/repowise/core/analysis/dead_code/constants.py	941	# locally-named Group instance, e.g.::	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	61	)	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	121	"Main", # C#, Java, Kotlin, Go, Rust, Swift, Scala	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	181	"TEST_CLASS",	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	681		COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	741	if sym.get("visibility") != "public":	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	841	# node with every type name referenced inside its own	COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	881		COMMENT
LOW	…/core/src/repowise/core/analysis/dead_code/analyzer.py	921	# so the demo doesn't ship public-API interfaces as	COMMENT
LOW	…c/repowise/core/analysis/dead_code/contract_methods.py	61	# Method names reserved by JVM ``Object`` / ``Serializable`` / ``Comparable`` /	COMMENT
LOW	…c/repowise/core/analysis/dead_code/contract_methods.py	101	# limit). Listed explicitly so a single set lookup covers the case.	COMMENT
LOW	…kages/core/src/repowise/core/analysis/health/models.py	81	# refactoring package here (it imports this module).	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	61	Severity.HIGH: 1.2,	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	81	# non-predictive at T0 are floored to 0.5 (kept as mild maintainability/parity	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	101	"god_class": 1.13,	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	121	"primitive_obsession": 0.5,	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	181	# score into dimensions is purely additive: ``maintainability`` and	COMMENT
LOW	…ages/core/src/repowise/core/analysis/health/scoring.py	321	# conservative ceiling for this first release (a file loses at most two	COMMENT
90 more matches not shown…

Hallucination Indicators9 hits · 110 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	tests/unit/test_providers/test_openai_provider.py	270	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL⚡	tests/unit/test_providers/test_openai_provider.py	285	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL⚡	tests/unit/test_providers/test_openai_provider.py	296	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL	tests/unit/test_providers/test_kimi_provider.py	176	mock_client.return_value.chat.completions.create.assert_called_once()	CODE
CRITICAL	tests/unit/test_providers/test_kimi_provider.py	273	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL	tests/unit/test_providers/test_deepseek_provider.py	170	mock_client.return_value.chat.completions.create.assert_called_once()	CODE
CRITICAL	tests/unit/test_providers/test_deepseek_provider.py	196	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL⚡	tests/unit/test_providers/test_openrouter_provider.py	339	mock_client.return_value.chat.completions.create.assert_not_called()	CODE
CRITICAL	tests/unit/test_providers/test_openrouter_provider.py	320	mock_client.return_value.chat.completions.create.assert_not_called()	CODE

Modern AI Meta-Vocabulary35 hits · 110 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/server/mcp/test_code_rationale.py	212	"# The symbol cap is 40 because dense files flood the context window.\n"	STRING
MEDIUM	docs/architecture/ARCHITECTURE.md	126	│ │ │ │ ├── context_assembler.py# context assembly (RAG + graph + git + source)	CODE
MEDIUM	docs/architecture/chat.md	18	7. [Agentic Loop](#7-agentic-loop)	CODE
MEDIUM	docs/architecture/language-support.md	115	parser.py # ASTParser (language-agnostic orchestration)	CODE
MEDIUM	packages/core/src/repowise/core/upgrade/version.py	46	#: state.json key holding the embedding model id the vectors were built with.	COMMENT
MEDIUM	packages/core/src/repowise/core/upgrade/manager.py	94	# be format-current yet hold vectors from a different embedding model (#426),	COMMENT
MEDIUM	…re/src/repowise/core/ingestion/git_indexer/backfill.py	37	# orchestration; named so callers can distinguish a blame-only backfill from	COMMENT
MEDIUM	…re/src/repowise/core/ingestion/dynamic_hints/dotnet.py	101	# in microservice repos, so we emit dynamic edges to every	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	1634	# Recognised scaffolding earns a real role instead of a bare name	COMMENT
MEDIUM⚡	…core/src/repowise/core/analysis/decisions/extractor.py	1278	# Anti-hallucination substring gate (Phase 1D)	COMMENT
MEDIUM	…core/src/repowise/core/analysis/decisions/extractor.py	97	# anti-hallucination substring gate (Phase 1D).	COMMENT
MEDIUM	…core/src/repowise/core/analysis/decisions/extractor.py	1465	# Raw per-source pool, then the anti-hallucination gate.	COMMENT
MEDIUM⚡	…ore/src/repowise/core/analysis/decisions/provenance.py	105	# Anti-hallucination substring gate	COMMENT
MEDIUM⚡	packages/core/src/repowise/core/workspace/update.py	512	# Workspace update orchestration	COMMENT
MEDIUM	packages/core/src/repowise/core/persistence/models.py	649	# Verification (anti-hallucination gate, Phase 1D). Aggregate over the	COMMENT
MEDIUM⚡	…ages/core/src/repowise/core/generation/interlinking.py	30	# qualified names. The same expression used by the hallucination	COMMENT
MEDIUM⚡	…ages/core/src/repowise/core/generation/interlinking.py	169	# Top-level orchestration	COMMENT
MEDIUM	packages/core/src/repowise/core/generation/models.py	136	# RAG search is bypassed entirely until the vector store has at least	COMMENT
MEDIUM	packages/core/src/repowise/core/generation/models.py	240	# cross-run reuse can key on it even when the rendered prompt (RAG	COMMENT
MEDIUM	…/core/src/repowise/core/generation/well_known_files.py	21	# scaffolding that shows up in almost every repo, where the filename alone is	COMMENT
MEDIUM⚡	…re/src/repowise/core/generation/page_generator/core.py	193	# generate_all — orchestration (delegates to orchestrate.py)	COMMENT
MEDIUM	…re/src/repowise/core/generation/page_generator/core.py	264	# RAG context: query vector store for related pages (B1).	COMMENT
MEDIUM	…re/src/repowise/core/generation/page_generator/core.py	422	# rendered prompt embeds RAG context rebuilt fresh each run, so the	COMMENT
MEDIUM⚡	…repowise/core/generation/page_generator/orchestrate.py	454	# next level's RAG search depends on these landing in the store.	COMMENT
MEDIUM⚡	…repowise/core/generation/page_generator/orchestrate.py	455	# Embedding is a RAG enhancement, not load-bearing, so a failure must	COMMENT
MEDIUM	…repowise/core/generation/page_generator/orchestrate.py	401	# embedder round-trip and the level drains before the next level's RAG	COMMENT
MEDIUM	…/src/repowise/core/generation/page_generator/levels.py	157	# Store too small for useful RAG — the per-page gate would	COMMENT
MEDIUM	packages/server/src/repowise/server/app.py	107	# Honour the indexed embedding model so serve doesn't silently rebuild	COMMENT
MEDIUM	packages/server/src/repowise/server/routers/chat.py	152	# agentic loop internally (e.g. Gemini for thought_signature).	COMMENT
MEDIUM	…rver/src/repowise/server/mcp_server/_answer_context.py	174	return "## Context scaffolding\n\n" + "\n".join(f"- {s}" for s in sections) + "\n"	CODE
MEDIUM	…ckages/server/src/repowise/server/mcp_server/_state.py	26	# initialise we still fall back to MockEmbedder (so non-RAG tools stay up) but	COMMENT
MEDIUM	…s/server/src/repowise/server/mcp_server/tool_symbol.py	70	# can never blow up the agent's context window. Set to ~18 KB of source:	COMMENT
MEDIUM	…r/src/repowise/server/mcp_server/tool_answer/config.py	123	# (b) synthesis hallucination on tangential top hits.	COMMENT
MEDIUM	…r/src/repowise/server/mcp_server/tool_answer/answer.py	850	# call, zero LLM cost, and cannot hallucinate. Not cached: extraction is	COMMENT
MEDIUM	…r/src/repowise/server/mcp_server/tool_answer/answer.py	908	# dropped before formatting, so the prompt never carries hollow scaffolding.	COMMENT

AI Slop Vocabulary37 hits · 103 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	15494	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
LOW⚡	tests/unit/ingestion/test_typescript_resolver.py	296	# resolver's job upstream; here we just return None.	COMMENT
MEDIUM	…sts/unit/ingestion/test_git_commit_rows_integration.py	85	# robust assertion; the precise boundary is covered by the unit test.)	COMMENT
MEDIUM⚡	tests/unit/health/test_dataflow_reaching.py	358	# compute_def_use + compute_reaching can be driven without the file harness.	STRING
MEDIUM	tests/unit/server/test_mcp_decision_graph.py	113	content="# Test Repo\n\nA comprehensive test repository.",	CODE
MEDIUM	tests/unit/server/test_job_executor.py	187	"""Unknown / missing / malformed style resolves to the comprehensive default."""	STRING
MEDIUM	tests/unit/server/mcp/conftest.py	103	content="# Test Repo\n\nA comprehensive test repository.",	CODE
MEDIUM	tests/unit/server/mcp/test_health.py	78	# Per-file leverage: (8 - score) * nloc, 0 once healthy.	COMMENT
MEDIUM	tests/unit/generation/test_layer_pages.py	347	# Reuse the level-5 fixture harness verbatim.	COMMENT
MEDIUM	scripts/kg_validate/matrix.toml	184	# resolution at harness-friendly size.	COMMENT
MEDIUM	scripts/kg_validate/matrix.toml	191	# --- Structural-mode batch (no resolver; harness-only acceptance) ---	COMMENT
MEDIUM	packages/ui/src/health/findings-view.tsx	208	// not group size, so "Leverage" sorted stays leverage-led inside and out.	COMMENT
MEDIUM	…/repowise/core/ingestion/git_indexer/function_blame.py	226	# parser robust to out-of-order line emission from --incremental.	COMMENT
MEDIUM	…ges/core/src/repowise/core/ingestion/languages/spec.py	50	# Consumed by the KG validation harness (density floors, honesty checks);	COMMENT
MEDIUM	…e/src/repowise/core/ingestion/extractors/visibility.py	193	# nodes — but textual matching is robust across grammar versions.	COMMENT
MEDIUM⚡	packages/core/src/repowise/core/analysis/kg_curation.py	1087	# The harness signal is "this test file depends on that one" — type	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	78	# harness uses, calibrated on the 13-repo matrix: express (1.89, broken CJS	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	1173	# consumers (UI, harness) can see the degradation level.	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	1238	# Shared test harness files — base classes and helpers imported by two	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	1278	# Drop harness files unless that would leave nothing. One	COMMENT
MEDIUM	packages/core/src/repowise/core/analysis/kg_curation.py	1279	# single-target import from another test file is already harness	COMMENT
MEDIUM	…core/src/repowise/core/analysis/dead_code/constants.py	493	# `#[cfg(test)] mod tests;` and the Cargo test harness, not production imports.	COMMENT
MEDIUM	…/core/src/repowise/core/analysis/dead_code/analyzer.py	167	# ---- libFuzzer / Honggfuzz / AFL fuzz harness entries ------------	COMMENT
MEDIUM	…se/core/analysis/health/biomarkers/untested_hotspot.py	55	# Not enough leverage to flag — would over-trigger on	COMMENT
MEDIUM	…wise/core/analysis/health/complexity/class_analysis.py	262	# keys off that index directly (robust to duplicate method names, which a	COMMENT
MEDIUM	packages/core/src/repowise/core/distill/corrections.py	50	#: stringly (cancellations, rejections, permission denials, harness errors)	COMMENT
MEDIUM⚡	packages/core/src/repowise/core/distill/corrections.py	221	# rejections, and harness errors are neither failure nor success.	COMMENT
MEDIUM	packages/core/src/repowise/core/generation/models.py	152	# ``generation.styles.resolve_style``. "comprehensive" (default) is inert and	COMMENT
MEDIUM	…re/src/repowise/core/generation/page_generator/core.py	151	# Resolve the wiki style once. "comprehensive" (default) is inert, so this	COMMENT
MEDIUM	…re/src/repowise/core/generation/page_generator/core.py	603	# styles, so default ("comprehensive") pages keep byte-identical metadata.	COMMENT
MEDIUM⚡	…s/core/src/repowise/core/generation/styles/registry.py	33	# Built-in styles (see WIKI_STYLES_PLAN.md D1). ``comprehensive`` is inert by	COMMENT
MEDIUM	…s/core/src/repowise/core/generation/styles/registry.py	160	"""Resolve a style name to a :class:`StyleSpec`, defaulting to ``comprehensive``.	STRING
MEDIUM	…s/server/src/repowise/server/mcp_server/tool_health.py	591	# impact_delta sort buries the highest-leverage plans — a Split File on a	COMMENT
MEDIUM	…s/server/src/repowise/server/mcp_server/tool_health.py	593	# per-file delta, so file leverage has to lead. ``refactoring_plans_total``	COMMENT
MEDIUM	…src/repowise/server/mcp_server/tool_context/targets.py	188	# counts are small, so picking in Python is robust and cheap.	COMMENT
LOW	packages/cli/src/repowise/cli/commands/costs_cmd.py	127	# would just return an empty result and confuse the user.	COMMENT
LOW	…ages/cli/src/repowise/cli/commands/init_cmd/command.py	893	# resolve_provider / interactive provider selection may have just set	COMMENT

Structural Annotation Overuse48 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	plugins/claude-code/commands/init.md	10	## Step 1: Check if repowise is installed	COMMENT
LOW	plugins/claude-code/commands/init.md	27	## Step 2: Check if this repo is already indexed	COMMENT
LOW	plugins/claude-code/commands/init.md	38	## Step 3: Ask about mode	COMMENT
LOW	plugins/claude-code/commands/init.md	103	## Step 4: Provider selection (full mode only)	COMMENT
LOW⚡	plugins/claude-code/commands/init.md	136	## Step 5: Exclusions	COMMENT
LOW⚡	plugins/claude-code/commands/init.md	144	## Step 6: Run it	COMMENT
LOW⚡	plugins/claude-code/commands/init.md	150	## Step 7: Post-setup	COMMENT
LOW	website/getting-started.md	97	### Step 1: Install the plugin	COMMENT
LOW	website/getting-started.md	106	### Step 2: Index your repo	COMMENT
LOW⚡	website/getting-started.md	171	### Step 1: Install repowise	COMMENT
LOW⚡	website/getting-started.md	177	### Step 2: Set your API key	COMMENT
LOW⚡	website/getting-started.md	185	### Step 3: Index your repo	COMMENT
LOW⚡	website/getting-started.md	194	### Step 4: Connect Claude Code	COMMENT
LOW⚡	website/getting-started.md	210	### Step 1: Install repowise and Codex	COMMENT
LOW⚡	website/getting-started.md	219	### Step 2: Index your repo	COMMENT
LOW⚡	website/getting-started.md	228	### Step 3: Start Codex	COMMENT
LOW⚡	website/getting-started.md	242	### Step 1: Install and set up	COMMENT
LOW⚡	website/getting-started.md	249	### Step 2: Index your repo	COMMENT
LOW⚡	website/getting-started.md	256	### Step 3: Start the web dashboard	COMMENT
LOW⚡	website/getting-started.md	264	### Step 4: Start the MCP server (optional)	COMMENT
LOW⚡	tests/integration/test_mcp.py	351	# Step 1: Get overview	COMMENT
LOW⚡	tests/integration/test_mcp.py	358	# Step 2: Drill into auth module via get_context.	COMMENT
LOW⚡	tests/integration/test_mcp.py	367	# Step 3: Get file context	COMMENT
LOW⚡	tests/integration/test_mcp.py	374	# Step 4: Look up a symbol	COMMENT
LOW	docs/architecture/language-support.md	140	### Step 1: Add a `LanguageSpec` module	COMMENT
LOW	docs/architecture/language-support.md	174	### Step 2: Add the `LanguageTag`	COMMENT
LOW	docs/architecture/language-support.md	181	### Step 3: Write a tree-sitter query file	COMMENT
LOW	docs/architecture/language-support.md	201	### Step 4: Add a `LanguageConfig` entry	COMMENT
LOW	docs/architecture/language-support.md	222	### Step 5: Add the tree-sitter grammar dependency	COMMENT
LOW⚡	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	131	# Step 1: try path alias entries.	COMMENT
LOW⚡	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	141	# Step 2: baseUrl-only fallback.	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	548	# Step 1: Determine which repos are stale	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	557	# Step 0: Sync ``last_commit_at_index`` from each repo's state.json so	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	741	# Step 3: Save workspace config with updated timestamps	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	745	# Step 4: Run cross-repo hooks (Phase 3/4 placeholder)	COMMENT
LOW	packages/core/src/repowise/core/workspace/update.py	617	# Step 2: Update stale repos (parallel with concurrency limit)	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	411	# Step 1: Parse git logs for all repos	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	418	# Step 2: Drop noise files, then commits left with nothing, then	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	434	# Step 3: Group all commits by author identity, tagged with repo alias	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	440	# Step 4: Walk each author's sessions, accumulating per-file activity	COMMENT
LOW	…s/core/src/repowise/core/generation/knowledge_graph.py	327	# Step 1: main entry point	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	454	# Step 1: Select repos to index	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	463	# Step 2: Select primary repo	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	548	# Step 3: Create workspace config	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	629	# Step 5: Cross-repo analysis (co-changes, package deps, contracts)	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	632	# Step 6: Register primary repo with configured editor clients	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	638	# Step 7: Completion summary	COMMENT
LOW	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	566	# Step 4: Index each selected repo (always generate_docs=False; generation is separate)	COMMENT

Verbosity Indicators23 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration/test_mcp.py	351	# Step 1: Get overview	COMMENT
LOW⚡	tests/integration/test_mcp.py	358	# Step 2: Drill into auth module via get_context.	COMMENT
LOW⚡	tests/integration/test_mcp.py	367	# Step 3: Get file context	COMMENT
LOW⚡	tests/integration/test_mcp.py	374	# Step 4: Look up a symbol	COMMENT
LOW⚡	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	131	# Step 1: try path alias entries.	COMMENT
LOW⚡	…/core/src/repowise/core/ingestion/tsconfig_resolver.py	141	# Step 2: baseUrl-only fallback.	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	548	# Step 1: Determine which repos are stale	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	557	# Step 0: Sync ``last_commit_at_index`` from each repo's state.json so	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	741	# Step 3: Save workspace config with updated timestamps	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/update.py	745	# Step 4: Run cross-repo hooks (Phase 3/4 placeholder)	COMMENT
LOW	packages/core/src/repowise/core/workspace/update.py	617	# Step 2: Update stale repos (parallel with concurrency limit)	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	411	# Step 1: Parse git logs for all repos	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	418	# Step 2: Drop noise files, then commits left with nothing, then	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	434	# Step 3: Group all commits by author identity, tagged with repo alias	COMMENT
LOW⚡	packages/core/src/repowise/core/workspace/cross_repo.py	440	# Step 4: Walk each author's sessions, accumulating per-file activity	COMMENT
LOW	…s/core/src/repowise/core/generation/knowledge_graph.py	327	# Step 1: main entry point	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	454	# Step 1: Select repos to index	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	463	# Step 2: Select primary repo	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	548	# Step 3: Create workspace config	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	629	# Step 5: Cross-repo analysis (co-changes, package deps, contracts)	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	632	# Step 6: Register primary repo with configured editor clients	COMMENT
LOW⚡	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	638	# Step 7: Completion summary	COMMENT
LOW	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	566	# Step 4: Index each selected repo (always generate_docs=False; generation is separate)	COMMENT

Fake / Example Data34 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/ingestion/test_author_identity.py	63	assert owner_key("Jane Doe", None) == "name:Jane Doe"	CODE
LOW⚡	tests/unit/ingestion/test_author_identity.py	83	("Jane Doe", "jane@company.com"),	CODE
LOW⚡	tests/unit/ingestion/test_author_identity.py	84	("Jane Doe", "12345+jane@users.noreply.github.com"),	CODE
LOW⚡	tests/unit/ingestion/test_author_identity.py	87	assert resolve("Jane Doe", "jane@company.com") == "jane@company.com"	CODE
LOW⚡	tests/unit/ingestion/test_author_identity.py	88	assert resolve("Jane Doe", "12345+jane@users.noreply.github.com") == "jane@company.com"	CODE
LOW	tests/unit/ingestion/test_author_identity.py	115	("Jane Doe", "jane@company.com"),	CODE
LOW⚡	tests/unit/ingestion/test_agent_provenance.py	139	prov = _classify(an="Jane Doe", ae="jane@anthropic.com")	CODE
LOW⚡	tests/unit/workspace/test_update.py	110	["git", "config", "user.email", "test@test.com"],	CODE
LOW	tests/unit/workspace/test_incremental_update.py	43	_git(repo, "config", "user.email", "test@test.com")	CODE
LOW	tests/unit/workspace/test_cross_repo.py	60	author_name="Jane Doe",	CODE
LOW⚡	tests/unit/server/test_stats_contributors.py	45	_commit("a1", "Jane Doe", "jane@company.com", 1000),	CODE
LOW⚡	tests/unit/server/test_stats_contributors.py	46	_commit("a2", "Jane Doe", "12345+jane@users.noreply.github.com", 1100),	CODE
LOW⚡	tests/unit/server/test_stats_contributors.py	47	_commit("a3", "Jane Doe", "999+jane@users.noreply.github.com", 1200),	CODE
LOW⚡	tests/unit/server/test_stats_contributors.py	71	_commit("a1", "Jane Doe", "jane@company.com", 1_600_000_000),	CODE
LOW⚡	tests/unit/server/test_stats_contributors.py	72	_commit("a2", "Jane Doe", "jane@company.com", 1_600_086_400),	CODE
LOW	tests/unit/server/test_stats_superlatives.py	26	"author_name": "Jane Doe",	CODE
LOW⚡	tests/unit/server/test_owners.py	208	primary_owner_name="Jane Doe",	CODE
LOW⚡	tests/unit/server/test_owners.py	211	[{"name": "Jane Doe", "email": "jane@company.com", "commit_count": 10}]	CODE
LOW⚡	tests/unit/server/test_owners.py	221	primary_owner_name="Jane Doe",	CODE
LOW⚡	tests/unit/server/test_owners.py	226	"name": "Jane Doe",	CODE
LOW	tests/unit/server/test_owners.py	243	assert jane.name == "Jane Doe"	CODE
LOW	tests/unit/server/test_stats_signals.py	31	"author_name": "Jane Doe",	CODE
LOW	tests/unit/server/mcp/test_ff_mcp_payload_overview.py	26	"primary_owner_name": "Jane Doe",	CODE
LOW⚡	tests/unit/server/mcp/test_ff_mcp_payload_overview.py	53	assert top["name"] == "Jane Doe"	CODE
LOW⚡	tests/unit/server/mcp/test_ff_mcp_payload_overview.py	63	assert _owner_display_name("Jane Doe", "jane.doe@example.com") == "Jane Doe"	CODE
LOW	tests/unit/cli/test_update_e2e.py	36	_git(repo, "config", "user.email", "test@test.com")	CODE
LOW⚡	tests/unit/test_providers/test_gemini_provider.py	206	provider = GeminiProvider(api_key="fake-key")	CODE
LOW⚡	tests/unit/test_providers/test_gemini_provider.py	220	provider = GeminiProvider(api_key="fake-key")	CODE
LOW⚡	tests/unit/test_providers/test_gemini_provider.py	231	provider = GeminiProvider(api_key="fake-key")	CODE
LOW⚡	tests/unit/test_providers/test_gemini_provider.py	242	provider = GeminiProvider(api_key="fake-key")	CODE
LOW	tests/unit/test_providers/test_gemini_provider.py	137	provider = GeminiProvider(api_key="fake-key")	CODE
LOW	tests/unit/test_providers/test_gemini_provider.py	149	provider = GeminiProvider(api_key="fake-key")	CODE
LOW	tests/unit/test_providers/test_gemini_provider.py	165	provider = GeminiProvider(api_key="fake-key")	CODE
LOW	tests/unit/test_providers/test_gemini_provider.py	185	provider = GeminiProvider(api_key="fake-key")	CODE

Self-Referential Comments7 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/workspace/test_registry.py	35	# Create an empty wiki.db — init_db will create tables on first access	COMMENT
MEDIUM⚡	tests/unit/cli/test_workspace_cmd.py	312	# Create a git repo inside the workspace root	COMMENT
MEDIUM	tests/unit/cli/test_workspace_cmd.py	192	# Create a subdirectory that has no workspace config anywhere in its tree	COMMENT
MEDIUM⚡	tests/integration/test_dead_code_integration.py	68	# Create a mock provider	COMMENT
MEDIUM⚡	tests/integration/test_git_intelligence_integration.py	32	# Create a temp dir with a file so GitIndexer has something to look at,	COMMENT
MEDIUM⚡	…kages/server/src/repowise/server/mcp_server/_server.py	386	# Create the MCP server	COMMENT
MEDIUM	…ages/cli/src/repowise/cli/commands/init_cmd/command.py	963	# Create the engine, session factory, and repository row before	COMMENT

Overly Generic Function Names15 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/pipeline/test_ingestion_parse_cache.py	17	(repo / "util.py").write_text("def helper(x):\n return x + 1\n", encoding="utf-8")	CODE
LOW	tests/unit/pipeline/test_ingestion_parse_cache.py	52	"def helper(x):\n return x * 3\n",	CODE
LOW⚡	tests/unit/ingestion/test_resolver_merged_index.py	62	"lib.py": ("python", "def helper():\n return 1\n"),	CODE
LOW⚡	tests/unit/ingestion/test_resolver_merged_index.py	84	"a_lib.py": ("python", "def helper():\n return 'a'\n"),	CODE
LOW⚡	tests/unit/ingestion/test_resolver_merged_index.py	85	"z_lib.py": ("python", "def helper():\n return 'z'\n"),	CODE
LOW⚡	tests/unit/ingestion/test_resolver_merged_index.py	152	"class Other:\n def helper(self):\n return 1\n"	CODE
LOW⚡	tests/unit/ingestion/test_traverser.py	81	(tmp_path / "src" / "utils.py").write_text("def helper(): pass")	CODE
LOW	tests/unit/ingestion/test_single_query_pass.py	32	def helper(arg: str) -> str:	CODE
LOW⚡	tests/unit/ingestion/test_subgraph_cache.py	40	gb.add_file(_parsed(tmp_path, "b.py", "def helper():\n return 1\n"))	CODE
LOW	tests/unit/ingestion/test_centrality_cache.py	20	_UTIL = "def helper(x):\n return x + 1\n"	CODE
LOW	tests/unit/ingestion/test_metrics_precompute.py	36	"b.py": "def helper():\n return 1\n",	CODE
LOW	tests/unit/ingestion/test_parse_cache.py	24	"def helper(x):\n return x + 1\n",	CODE
LOW⚡	tests/unit/ingestion/test_parse_cache.py	82	"def helper(x):\n return x * 2\n\n\ndef extra(y):\n return y\n",	CODE
LOW	tests/unit/ingestion/parser/test_scala.py	21	private def helper(): Unit = {}	CODE
LOW⚡	tests/unit/health/test_perf_crossfn.py	99	b"def helper(session, r):\n"	CODE

AI Structural Patterns19 hits · 16 pts

Severity	File	Line	Context
LOW	tests/unit/health/test_coverage_biomarkers.py	15	CODE
LOW	tests/unit/generation/conftest.py	49	CODE
LOW	tests/unit/generation/test_onboarding.py	97	CODE
LOW	tests/unit/generation/test_workspace_claude_md.py	37	CODE
LOW	…ckages/core/src/repowise/core/pipeline/orchestrator.py	155	CODE
LOW	…s/core/src/repowise/core/pipeline/phases/generation.py	22	CODE
LOW	…kages/core/src/repowise/core/analysis/health/engine.py	767	CODE
LOW	…s/core/src/repowise/core/persistence/crud/decisions.py	59	CODE
LOW	…kages/core/src/repowise/core/persistence/crud/pages.py	29	CODE
LOW	…src/repowise/core/generation/page_generator/pertype.py	92	CODE
LOW	…re/src/repowise/core/generation/page_generator/core.py	196	CODE
LOW	…ckages/server/src/repowise/server/routers/decisions.py	35	CODE
LOW	packages/server/src/repowise/server/routers/symbols.py	125	CODE
LOW	…rc/repowise/server/routers/code_health/files_routes.py	40	CODE
LOW	…erver/src/repowise/server/mcp_server/tool_dead_code.py	215	CODE
LOW	packages/cli/src/repowise/cli/ui/result_panels.py	16	CODE
LOW	…es/cli/src/repowise/cli/commands/update_cmd/command.py	268	CODE
LOW	…es/cli/src/repowise/cli/commands/update_cmd/command.py	316	CODE
LOW	…es/cli/src/repowise/cli/commands/init_cmd/workspace.py	404	CODE

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	…kages/core/src/repowise/core/providers/llm/registry.py	92	Instantiate a provider by name. Providers are imported lazily — only the requested provider's dependencies need	STRING
HIGH	packages/core/src/repowise/core/providers/llm/base.py	143	Generate a response from the LLM. Args: system_prompt: System-level instructions (role, output form	STRING
HIGH	…core/src/repowise/core/providers/embedding/registry.py	54	Instantiate an embedder by name. Args: name: Embedder identifier ('openai', 'gemini', 'mock').	STRING

Redundant / Tautological Comments9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	…rc/repowise/core/ingestion/resolvers/rust_workspace.py	248	# Check if this is a proc-macro crate	COMMENT
LOW	…ges/core/src/repowise/core/ingestion/resolvers/rust.py	106	# Check if it might be a local module at the crate root first	COMMENT
LOW	…/repowise/core/ingestion/dynamic_hints/pytest_hints.py	92	# Check if any test function uses a fixture from this conftest	COMMENT
LOW	…ges/core/src/repowise/core/analysis/execution_flows.py	177	# Check if the containing file is marked as an entry point	COMMENT
LOW	…repowise/core/analysis/health/complexity/cyclomatic.py	270	# Check if this is a case/arm inside a flat match — skip it.	COMMENT
LOW	…core/src/repowise/core/analysis/decisions/extractor.py	1373	# Check if the commit message shares meaningful	COMMENT
LOW	packages/core/src/repowise/core/workspace/scanner.py	95	# Check if root itself is a git repo	COMMENT
LOW	packages/server/src/repowise/server/routers/jobs.py	182	# Check if client disconnected	COMMENT
LOW	…rver/src/repowise/server/mcp_server/tool_dependency.py	250	# Check if they're in completely disconnected components	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/USER_GUIDE.md	155	├── AGENTS.md # Auto-generated Codex context when enabled	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings